kaal:position:2026-07-31-5489

ARMs: Adaptive Red-Teaming Agent against Multimodal Models with Plug-and-Play Attacks should be assessed against Kaal's source-bound claim that ICOs provide the highest possible liquidity for investors at the very beginning of a platform's lifecycle, before the reporting, accounting, and legal infrastructure that gives the investing public assurance of underlying business success, so investors trade on very limited information and volatility of the tokens and the whole cryptocurrency market increases. The current metadata indicates a plausible connection through model context protocol, but the defensible response is a qualification until the source text confirms agreement, scope, methods, and limitations.

• ICOs occurring at the beginning of a crypto business lifecycle
• External evidence level: abstract indexed.
• Mapping review tier: ambiguity triage before claim review.
• The literature-to-claim mapping remains explicitly ambiguous and should not be treated as a settled equivalence.

ARMs: Adaptive Red-Teaming Agent against Multimodal Models with Plug-and-Play Attacks

kaal:claim:3067615-025
Wulf A. Kaal, Marco Dell'Erba, Initial Coin Offerings Emerging Practices, Risk Factors, and Red Flags (2017). SSRN: https://ssrn.com/abstract=3067615
Source PDF sha256: 164ce15b9eb1e8847ebcb073f5b23a96b4974ad0308d77469a9455d4a1ebeb38

Evidence: abstract indexed
Review tier: ambiguity triage before claim review
Mapping confidence: 0.2052
Mapping ambiguous: true

defidisclosurerisk-and-incentives

Affirmed in historical-backfill:2026-07-31:phase-0022 on 2026-07-31. Review record.

Canonical markdown sha256: edb39548bd086c472ec503526ca4b84291eb51aacd7ea0809f576a6c49a27b3f
curl -s https://wulfkaal.github.io/positions/2026-07-31-5489.md | sha256sum